# Advanced Causal Inference Techniques

**Type:** Topics  
**Canonical URL:** https://scholariq.org/topics/advanced-causal-inference-techniques-2/

## Facts

| Field | Value |
| --- | --- |
| Citations | 1,108,532 |
| Description | This cluster of papers focuses on methods for causal inference in observational studies, with an emphasis on reducing the effects of confounding. It covers topics such as propensity score methods, matching methods, regression discontinuity, mediation analysis, instrumental variables, bias correction, and confounding control. |
| Domain | Physical Sciences |
| Field | Mathematics |
| OpenAlex ID | https://openalex.org/T10845 |
| Works | 54,158 |

## Topic researchers

Showing 12 of 20.

- [David Moher](https://scholariq.org/researchers/david-moher/)
- [Douglas G. Altman](https://scholariq.org/researchers/douglas-g-altman/)
- [Christopher J L Murray](https://scholariq.org/researchers/christopher-j-l-murray/)
- [George Davey Smith](https://scholariq.org/researchers/george-davey-smith/)
- [Mark J. Daly](https://scholariq.org/researchers/mark-j-daly/)
- [Julian P. T. Higgins](https://scholariq.org/researchers/julian-p-t-higgins/)
- [John J.V. McMurray](https://scholariq.org/researchers/john-j-v-mcmurray/)
- [Matthias Egger](https://scholariq.org/researchers/matthias-egger/)
- [John P. A. Ioannidis](https://scholariq.org/researchers/john-p-a-ioannidis/)
- [Mika Kivimäki](https://scholariq.org/researchers/mika-kivimaki/)
- [Gordon Guyatt](https://scholariq.org/researchers/gordon-guyatt/)
- [Karl Friston](https://scholariq.org/researchers/karl-friston/)

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Source: ScholarIQ — public research metadata, principally OpenAlex. See https://scholariq.org/sources/ for provenance and https://scholariq.org/methodology/ for what these figures mean.